Profiling Report

Dataset statistics

Number of variables	178
Number of observations	741
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	210.0 KiB
Average record size in memory	290.2 B

Variable types

BOOL	172
NUM	6

Reproduction

Analysis started	2020-06-21 11:01:04.941106
Analysis finished	2020-06-21 11:02:39.255042
Duration	1 minute and 34.31 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Sector_Accounting & Legal` is highly correlated with `Industry_Accounting`	High correlation
`Industry_Accounting` is highly correlated with `Sector_Accounting & Legal`	High correlation
`Sector_Aerospace & Defense` is highly correlated with `Industry_Aerospace & Defense`	High correlation
`Industry_Aerospace & Defense` is highly correlated with `Sector_Aerospace & Defense`	High correlation
`Sector_Agriculture & Forestry` is highly correlated with `Industry_Farm Support Services`	High correlation
`Industry_Farm Support Services` is highly correlated with `Sector_Agriculture & Forestry`	High correlation
`Sector_Arts, Entertainment & Recreation` is highly correlated with `Industry_Gambling`	High correlation
`Industry_Gambling` is highly correlated with `Sector_Arts, Entertainment & Recreation`	High correlation
`Sector_Biotech & Pharmaceuticals` is highly correlated with `Industry_Biotech & Pharmaceuticals`	High correlation
`Industry_Biotech & Pharmaceuticals` is highly correlated with `Sector_Biotech & Pharmaceuticals`	High correlation
`Sector_Construction, Repair & Maintenance` is highly correlated with `Industry_Construction`	High correlation
`Industry_Construction` is highly correlated with `Sector_Construction, Repair & Maintenance`	High correlation
`Sector_Government` is highly correlated with `Industry_Federal Agencies`	High correlation
`Industry_Federal Agencies` is highly correlated with `Sector_Government`	High correlation
`Sector_Health` is highly correlated with `Industry_Health`	High correlation
`Industry_Health` is highly correlated with `Sector_Health`	High correlation
`Sector_Health Care` is highly correlated with `Industry_Health Care Services & Hospitals`	High correlation
`Industry_Health Care Services & Hospitals` is highly correlated with `Sector_Health Care`	High correlation
`Sector_Insurance` is highly correlated with `Industry_Insurance Carriers`	High correlation
`Industry_Insurance Carriers` is highly correlated with `Sector_Insurance`	High correlation
`Sector_Oil, Gas, Energy & Utilities` is highly correlated with `Industry_Energy`	High correlation
`Industry_Energy` is highly correlated with `Sector_Oil, Gas, Energy & Utilities`	High correlation
`Sector_Real Estate` is highly correlated with `Industry_Real Estate`	High correlation
`Industry_Real Estate` is highly correlated with `Sector_Real Estate`	High correlation
`Sector_Travel & Tourism` is highly correlated with `Industry_Travel Agencies`	High correlation
`Industry_Travel Agencies` is highly correlated with `Sector_Travel & Tourism`	High correlation
`job_state_KS` is highly correlated with `Industry_Stock Exchanges`	High correlation
`Industry_Stock Exchanges` is highly correlated with `job_state_KS`	High correlation
`df_index` has unique values	Unique
`comp` has 459 (61.9%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct count	741
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	370.2159244264507
Minimum	0
Maximum	741
Zeros	1
Zeros (%)	0.1%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	37
Q1	185
median	370
Q3	555
95-th percentile	704
Maximum	741
Range	741
Interquartile range (IQR)	370

Descriptive statistics

Standard deviation	214.3461946
Coefficient of variation (CV)	0.5789761609
Kurtosis	-1.198978966
Mean	370.2159244
Median Absolute Deviation (MAD)	185
Skewness	0.002703331065
Sum	274330
Variance	45944.29115

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
741	1	0.1%
242	1	0.1%
251	1	0.1%
250	1	0.1%
249	1	0.1%
248	1	0.1%
247	1	0.1%
246	1	0.1%
245	1	0.1%
244	1	0.1%
Other values (731)	731	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%

Value	Count	Frequency (%)
741	1	0.1%
740	1	0.1%
739	1	0.1%
738	1	0.1%
737	1	0.1%

Rating
Real number (ℝ_≥0)

Distinct count	30
Unique (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.688529014844804
Minimum	1.9
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1.9
5-th percentile	2.7
Q1	3.3
median	3.7
Q3	4
95-th percentile	4.7
Maximum	5
Range	3.1
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.5664881104
Coefficient of variation (CV)	0.1535810368
Kurtosis	0.1816476944
Mean	3.688529015
Median Absolute Deviation (MAD)	0.3
Skewness	-0.2647969148
Sum	2733.2
Variance	0.3209087792

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.7	71	9.6%
3.9	63	8.5%
3.8	61	8.2%
3.5	49	6.6%
4	47	6.3%
3.6	46	6.2%
3.4	44	5.9%
3.3	39	5.3%
3.2	35	4.7%
4.4	33	4.5%
Other values (20)	253	34.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.9	3	0.4%
2.1	5	0.7%
2.2	2	0.3%
2.3	2	0.3%
2.4	7	0.9%

Value	Count	Frequency (%)
5	5	0.7%
4.8	9	1.2%
4.7	31	4.2%
4.6	10	1.3%
4.5	7	0.9%

avg_salary
Real number (ℝ_≥0)

Distinct count	219
Unique (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	101.41295546558705
Minimum	15.5
Maximum	254.0
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	15.5
5-th percentile	50
Q1	73.5
median	97.5
Q3	122.5
95-th percentile	167.5
Maximum	254
Range	238.5
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	37.56683478
Coefficient of variation (CV)	0.3704342764
Kurtosis	0.9748108543
Mean	101.4129555
Median Absolute Deviation (MAD)	24.5
Skewness	0.7909752104
Sum	75147
Variance	1411.267075

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
87.5	12	1.6%
81	11	1.5%
140	11	1.5%
84.5	10	1.3%
107.5	10	1.3%
107	10	1.3%
85	10	1.3%
87	9	1.2%
120	9	1.2%
154.5	8	1.1%
Other values (209)	641	86.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.5	1	0.1%
27	2	0.3%
29.5	1	0.1%
37.5	2	0.3%
39.5	1	0.1%

Value	Count	Frequency (%)
254	3	0.4%
237.5	1	0.1%
232.5	1	0.1%
225	2	0.3%
221.5	1	0.1%

hourly
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	717
1	24

Frequency Table

Value	Count	Frequency (%)
0	717	96.8%
1	24	3.2%

employer_provided
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	725
1	16

Frequency Table

Value	Count	Frequency (%)
0	725	97.8%
1	16	2.2%

same_state
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

1	414
0	327

Frequency Table

Value	Count	Frequency (%)
1	414	55.9%
0	327	44.1%

age
Real number (ℝ_≥0)

Distinct count	102
Unique (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.807203308801434
Minimum	1.0
Maximum	276.0
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	13
median	32
Q3	59
95-th percentile	169
Maximum	276
Range	275
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	52.27501901
Coefficient of variation (CV)	1.049547365
Kurtosis	2.978707969
Mean	49.80720331
Median Absolute Deviation (MAD)	20
Skewness	1.813772571
Sum	36907.13765
Variance	2732.677613

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
46.65587045	49	6.6%
10	32	4.3%
12	31	4.2%
24	27	3.6%
14	24	3.2%
8	21	2.8%
9	19	2.6%
36	18	2.4%
18	18	2.4%
62	18	2.4%
Other values (92)	484	65.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	0.3%
3	12	1.6%
4	5	0.7%
5	16	2.2%
6	13	1.8%

Value	Count	Frequency (%)
276	1	0.1%
239	14	1.9%
208	1	0.1%
190	4	0.5%
174	2	0.3%

python
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

1	392
0	349

Frequency Table

Value	Count	Frequency (%)
1	392	52.9%
0	349	47.1%

sas
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	654
1	87

Frequency Table

Value	Count	Frequency (%)
0	654	88.3%
1	87	11.7%

spark
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	574
1	167

Frequency Table

Value	Count	Frequency (%)
0	574	77.5%
1	167	22.5%

aws
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	565
1	176

Frequency Table

Value	Count	Frequency (%)
0	565	76.2%
1	176	23.8%

sql
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

1	380
0	361

Frequency Table

Value	Count	Frequency (%)
1	380	51.3%
0	361	48.7%

excel
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

1	387
0	354

Frequency Table

Value	Count	Frequency (%)
1	387	52.2%
0	354	47.8%

matlab
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	5.8 KiB

0	686
1	55

Frequency Table

Value	Count	Frequency (%)
0	686	92.6%
1	55	7.4%

desc_len
Real number (ℝ_≥0)

Distinct count	439
Unique (%)	59.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3910.773279352227
Minimum	407
Maximum	10146
Zeros	0
Zeros (%)	0.0%
Memory size	5.8 KiB

Quantile statistics

Minimum	407
5-th percentile	1808
Q1	2834
median	3782
Q3	4772
95-th percentile	6683
Maximum	10146
Range	9739
Interquartile range (IQR)	1938

Descriptive statistics

Standard deviation	1534.776435
Coefficient of variation (CV)	0.3924483281
Kurtosis	1.055770248
Mean	3910.773279
Median Absolute Deviation (MAD)	985
Skewness	0.7678333868
Sum	2897883
Variance	2355538.705

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4538	5	0.7%
3334	4	0.5%
2855	4	0.5%
5421	4	0.5%
2312	4	0.5%
1967	4	0.5%
4644	4	0.5%
2455	4	0.5%
3901	4	0.5%
5215	4	0.5%
Other values (429)	700	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
407	1	0.1%
695	1	0.1%
714	1	0.1%
745	1	0.1%
889	1	0.1%

Value	Count	Frequency (%)
10146	2	0.3%
9347	1	0.1%
9165	2	0.3%
8882	2	0.3%
8876	2	0.3%

comp
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.0553306342780027
Minimum	0
Maximum	4
Zeros	459
Zeros (%)	61.9%
Memory size	5.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.384631595
Coefficient of variation (CV)	1.312035821
Kurtosis	-1.552646479
Mean	1.055330634
Median Absolute Deviation (MAD)	0
Skewness	0.6111813388
Sum	782
Variance	1.917204654

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	459	61.9%
3	228	30.8%
2	41	5.5%
1	12	1.6%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	459	61.9%
1	12	1.6%
2	41	5.5%
3	228	30.8%
4	1	0.1%

Value	Count	Frequency (%)
4	1	0.1%
3	228	30.8%
2	41	5.5%
1	12	1.6%
0	459	61.9%

Size_1 to 50 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	710
1	31

Frequency Table

Value	Count	Frequency (%)
0	710	95.8%
1	31	4.2%

Size_10000+ employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	611
1	130

Frequency Table

Value	Count	Frequency (%)
0	611	82.5%
1	130	17.5%

Size_1001 to 5000 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	591
1	150

Frequency Table

Value	Count	Frequency (%)
0	591	79.8%
1	150	20.2%

Size_201 to 500 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	624
1	117

Frequency Table

Value	Count	Frequency (%)
0	624	84.2%
1	117	15.8%

Size_5001 to 10000 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	665
1	76

Frequency Table

Value	Count	Frequency (%)
0	665	89.7%
1	76	10.3%

Size_501 to 1000 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	607
1	134

Frequency Table

Value	Count	Frequency (%)
0	607	81.9%
1	134	18.1%

Size_51 to 200 employees
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	647
1	94

Frequency Table

Value	Count	Frequency (%)
0	647	87.3%
1	94	12.7%

Size_Unknown
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

Type of ownership_College / University
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	728
1	13

Frequency Table

Value	Count	Frequency (%)
0	728	98.2%
1	13	1.8%

Type of ownership_Company - Private
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

1	410
0	331

Frequency Table

Value	Count	Frequency (%)
1	410	55.3%
0	331	44.7%

Type of ownership_Company - Public
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	548
1	193

Frequency Table

Value	Count	Frequency (%)
0	548	74.0%
1	193	26.0%

Type of ownership_Government
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	726
1	15

Frequency Table

Value	Count	Frequency (%)
0	726	98.0%
1	15	2.0%

Type of ownership_Hospital
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	726
1	15

Frequency Table

Value	Count	Frequency (%)
0	726	98.0%
1	15	2.0%

Type of ownership_Nonprofit Organization
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	686
1	55

Frequency Table

Value	Count	Frequency (%)
0	686	92.6%
1	55	7.4%

Type of ownership_Other Organization
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Type of ownership_School / School District
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Type of ownership_Subsidiary or Business Segment
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	707
1	34

Frequency Table

Value	Count	Frequency (%)
0	707	95.4%
1	34	4.6%

Type of ownership_Unknown
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Accounting
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Advertising & Marketing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	716
1	25

Frequency Table

Value	Count	Frequency (%)
0	716	96.6%
1	25	3.4%

Industry_Aerospace & Defense
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	716
1	25

Frequency Table

Value	Count	Frequency (%)
0	716	96.6%
1	25	3.4%

Industry_Architectural & Engineering Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Auctions & Galleries
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Banks & Credit Unions
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	729
1	12

Frequency Table

Value	Count	Frequency (%)
0	729	98.4%
1	12	1.6%

Industry_Beauty & Personal Accessories Stores
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Biotech & Pharmaceuticals
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	629
1	112

Frequency Table

Value	Count	Frequency (%)
0	629	84.9%
1	112	15.1%

Industry_Brokerage Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Industry_Colleges & Universities
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	725
1	16

Frequency Table

Value	Count	Frequency (%)
0	725	97.8%
1	16	2.2%

Industry_Computer Hardware & Software
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	682
1	59

Frequency Table

Value	Count	Frequency (%)
0	682	92.0%
1	59	8.0%

Industry_Construction
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Consulting
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	712
1	29

Frequency Table

Value	Count	Frequency (%)
0	712	96.1%
1	29	3.9%

Industry_Consumer Product Rental
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Consumer Products Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	721
1	20

Frequency Table

Value	Count	Frequency (%)
0	721	97.3%
1	20	2.7%

Industry_Department, Clothing, & Shoe Stores
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

Industry_Education Training Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Energy
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	727
1	14

Frequency Table

Value	Count	Frequency (%)
0	727	98.1%
1	14	1.9%

Industry_Enterprise Software & Network Solutions
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	699
1	42

Frequency Table

Value	Count	Frequency (%)
0	699	94.3%
1	42	5.7%

Industry_Farm Support Services
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Federal Agencies
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	730
1	11

Frequency Table

Value	Count	Frequency (%)
0	730	98.5%
1	11	1.5%

Industry_Financial Analytics & Research
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Industry_Financial Transaction Processing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Food & Beverage Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Industry_Gambling
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Gas Stations
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Health
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

Industry_Health Care Products Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Health Care Services & Hospitals
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	692
1	49

Frequency Table

Value	Count	Frequency (%)
0	692	93.4%
1	49	6.6%

Industry_Health, Beauty, & Fitness
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_IT Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	691
1	50

Frequency Table

Value	Count	Frequency (%)
0	691	93.3%
1	50	6.7%

Industry_Industrial Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Insurance Agencies & Brokerages
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

Industry_Insurance Carriers
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	678
1	63

Frequency Table

Value	Count	Frequency (%)
0	678	91.5%
1	63	8.5%

Industry_Internet
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	712
1	29

Frequency Table

Value	Count	Frequency (%)
0	712	96.1%
1	29	3.9%

Industry_Investment Banking & Asset Management
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	736
1	5

Frequency Table

Value	Count	Frequency (%)
0	736	99.3%
1	5	0.7%

Industry_K-12 Education
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Lending
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Industry_Logistics & Supply Chain
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Metals Brokers
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Industry_Mining
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Motion Picture Production & Distribution
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Other Retail Stores
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Real Estate
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Industry_Religious Organizations
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

Industry_Research & Development
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	722
1	19

Frequency Table

Value	Count	Frequency (%)
0	722	97.4%
1	19	2.6%

Industry_Security Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	734
1	7

Frequency Table

Value	Count	Frequency (%)
0	734	99.1%
1	7	0.9%

Industry_Social Assistance
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Sporting Goods Stores
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Industry_Staffing & Outsourcing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	731
1	10

Frequency Table

Value	Count	Frequency (%)
0	731	98.7%
1	10	1.3%

Industry_Stock Exchanges
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_TV Broadcast & Cable Networks
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Industry_Telecommunications Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

Industry_Telecommunications Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Industry_Transportation Equipment Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Transportation Management
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Travel Agencies
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Industry_Trucking
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Industry_Video Games
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Industry_Wholesale
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Sector_Accounting & Legal
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Sector_Aerospace & Defense
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	716
1	25

Frequency Table

Value	Count	Frequency (%)
0	716	96.6%
1	25	3.4%

Sector_Agriculture & Forestry
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

Sector_Arts, Entertainment & Recreation
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Sector_Biotech & Pharmaceuticals
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	629
1	112

Frequency Table

Value	Count	Frequency (%)
0	629	84.9%
1	112	15.1%

Sector_Business Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	644
1	97

Frequency Table

Value	Count	Frequency (%)
0	644	86.9%
1	97	13.1%

Sector_Construction, Repair & Maintenance
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Sector_Consumer Services
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Sector_Education
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	718
1	23

Frequency Table

Value	Count	Frequency (%)
0	718	96.9%
1	23	3.1%

Sector_Finance
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	699
1	42

Frequency Table

Value	Count	Frequency (%)
0	699	94.3%
1	42	5.7%

Sector_Government
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	730
1	11

Frequency Table

Value	Count	Frequency (%)
0	730	98.5%
1	11	1.5%

Sector_Health
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

Sector_Health Care
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	692
1	49

Frequency Table

Value	Count	Frequency (%)
0	692	93.4%
1	49	6.6%

Sector_Information Technology
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	561
1	180

Frequency Table

Value	Count	Frequency (%)
0	561	75.7%
1	180	24.3%

Sector_Insurance
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	672
1	69

Frequency Table

Value	Count	Frequency (%)
0	672	90.7%
1	69	9.3%

Sector_Manufacturing
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	707
1	34

Frequency Table

Value	Count	Frequency (%)
0	707	95.4%
1	34	4.6%

Sector_Media
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

Sector_Mining & Metals
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

Sector_Non-Profit
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

Sector_Oil, Gas, Energy & Utilities
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	727
1	14

Frequency Table

Value	Count	Frequency (%)
0	727	98.1%
1	14	1.9%

Sector_Real Estate
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Sector_Retail
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	726
1	15

Frequency Table

Value	Count	Frequency (%)
0	726	98.0%
1	15	2.0%

Sector_Telecommunications
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

Sector_Transportation & Logistics
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Sector_Travel & Tourism
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Revenue_$1 to $2 billion (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	681
1	60

Frequency Table

Value	Count	Frequency (%)
0	681	91.9%
1	60	8.1%

Revenue_$1 to $5 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

Revenue_$10 to $25 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	709
1	32

Frequency Table

Value	Count	Frequency (%)
0	709	95.7%
1	32	4.3%

Revenue_$10+ billion (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	617
1	124

Frequency Table

Value	Count	Frequency (%)
0	617	83.3%
1	124	16.7%

Revenue_$100 to $500 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	650
1	91

Frequency Table

Value	Count	Frequency (%)
0	650	87.7%
1	91	12.3%

Revenue_$2 to $5 billion (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	702
1	39

Frequency Table

Value	Count	Frequency (%)
0	702	94.7%
1	39	5.3%

Revenue_$25 to $50 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	701
1	40

Frequency Table

Value	Count	Frequency (%)
0	701	94.6%
1	40	5.4%

Revenue_$5 to $10 billion (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	722
1	19

Frequency Table

Value	Count	Frequency (%)
0	722	97.4%
1	19	2.6%

Revenue_$5 to $10 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	723
1	18

Frequency Table

Value	Count	Frequency (%)
0	723	97.6%
1	18	2.4%

Revenue_$50 to $100 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	695
1	46

Frequency Table

Value	Count	Frequency (%)
0	695	93.8%
1	46	6.2%

Revenue_$500 million to $1 billion (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	684
1	57

Frequency Table

Value	Count	Frequency (%)
0	684	92.3%
1	57	7.7%

Revenue_Less than $1 million (USD)
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

Revenue_Unknown / Non-Applicable
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	538
1	203

Frequency Table

Value	Count	Frequency (%)
0	538	72.6%
1	203	27.4%

job_state_AL
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	733
1	8

Frequency Table

Value	Count	Frequency (%)
0	733	98.9%
1	8	1.1%

job_state_AZ
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

job_state_CA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	589
1	152

Frequency Table

Value	Count	Frequency (%)
0	589	79.5%
1	152	20.5%

job_state_CO
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	730
1	11

Frequency Table

Value	Count	Frequency (%)
0	730	98.5%
1	11	1.5%

job_state_CT
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	736
1	5

Frequency Table

Value	Count	Frequency (%)
0	736	99.3%
1	5	0.7%

job_state_DC
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	730
1	11

Frequency Table

Value	Count	Frequency (%)
0	730	98.5%
1	11	1.5%

job_state_DE
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

job_state_FL
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	725
1	16

Frequency Table

Value	Count	Frequency (%)
0	725	97.8%
1	16	2.2%

job_state_GA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

job_state_IA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	736
1	5

Frequency Table

Value	Count	Frequency (%)
0	736	99.3%
1	5	0.7%

job_state_ID
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

job_state_IL
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	701
1	40

Frequency Table

Value	Count	Frequency (%)
0	701	94.6%
1	40	5.4%

job_state_IN
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	731
1	10

Frequency Table

Value	Count	Frequency (%)
0	731	98.7%
1	10	1.3%

job_state_KS
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

job_state_KY
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

job_state_LA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

job_state_MA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	639
1	102

Frequency Table

Value	Count	Frequency (%)
0	639	86.2%
1	102	13.8%

job_state_MD
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	706
1	35

Frequency Table

Value	Count	Frequency (%)
0	706	95.3%
1	35	4.7%

job_state_MI
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	735
1	6

Frequency Table

Value	Count	Frequency (%)
0	735	99.2%
1	6	0.8%

job_state_MN
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	739
1	2

Frequency Table

Value	Count	Frequency (%)
0	739	99.7%
1	2	0.3%

job_state_MO
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

job_state_NC
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	720
1	21

Frequency Table

Value	Count	Frequency (%)
0	720	97.2%
1	21	2.8%

job_state_NE
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

job_state_NJ
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	724
1	17

Frequency Table

Value	Count	Frequency (%)
0	724	97.7%
1	17	2.3%

job_state_NM
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	738
1	3

Frequency Table

Value	Count	Frequency (%)
0	738	99.6%
1	3	0.4%

job_state_NY
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	669
1	72

Frequency Table

Value	Count	Frequency (%)
0	669	90.3%
1	72	9.7%

job_state_OH
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	727
1	14

Frequency Table

Value	Count	Frequency (%)
0	727	98.1%
1	14	1.9%

job_state_OR
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	737
1	4

Frequency Table

Value	Count	Frequency (%)
0	737	99.5%
1	4	0.5%

job_state_PA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	708
1	33

Frequency Table

Value	Count	Frequency (%)
0	708	95.5%
1	33	4.5%

job_state_RI
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

job_state_SC
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	740
1	1

Frequency Table

Value	Count	Frequency (%)
0	740	99.9%
1	1	0.1%

job_state_TN
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	728
1	13

Frequency Table

Value	Count	Frequency (%)
0	728	98.2%
1	13	1.8%

job_state_TX
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	713
1	28

Frequency Table

Value	Count	Frequency (%)
0	713	96.2%
1	28	3.8%

job_state_UT
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	731
1	10

Frequency Table

Value	Count	Frequency (%)
0	731	98.7%
1	10	1.3%

job_state_VA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	700
1	41

Frequency Table

Value	Count	Frequency (%)
0	700	94.5%
1	41	5.5%

job_state_WA
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	720
1	21

Frequency Table

Value	Count	Frequency (%)
0	720	97.2%
1	21	2.8%

job_state_WI
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	731
1	10

Frequency Table

Value	Count	Frequency (%)
0	731	98.7%
1	10	1.3%

level_higher
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	605
1	136

Frequency Table

Value	Count	Frequency (%)
0	605	81.6%
1	136	18.4%

level_junior
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	732
1	9

Frequency Table

Value	Count	Frequency (%)
0	732	98.8%
1	9	1.2%

level_other
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	587
1	154

Frequency Table

Value	Count	Frequency (%)
0	587	79.2%
1	154	20.8%

level_senior
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

1	442
0	299

Frequency Table

Value	Count	Frequency (%)
1	442	59.6%
0	299	40.4%

title_A
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	636
1	105

Frequency Table

Value	Count	Frequency (%)
0	636	85.8%
1	105	14.2%

title_DE
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	660
1	81

Frequency Table

Value	Count	Frequency (%)
0	660	89.1%
1	81	10.9%

title_DS
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	433
1	308

Frequency Table

Value	Count	Frequency (%)
0	433	58.4%
1	308	41.6%

title_mle
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	676
1	65

Frequency Table

Value	Count	Frequency (%)
0	676	91.2%
1	65	8.8%

title_other
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	741.0 B

0	559
1	182

Frequency Table

Value	Count	Frequency (%)
0	559	75.4%
1	182	24.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	Rating	avg_salary	same_state	age	python	sas	spark	aws	sql	excel	matlab	desc_len	comp	Size_10000+ employees	Size_1001 to 5000 employees	Size_201 to 500 employees	Size_501 to 1000 employees	Size_51 to 200 employees	Type of ownership_Company - Private	Type of ownership_Company - Public	Type of ownership_Government	Type of ownership_Hospital	Type of ownership_Other Organization	Industry_Advertising & Marketing	Industry_Aerospace & Defense	Industry_Banks & Credit Unions	Industry_Consulting	Industry_Energy	Industry_Health Care Services & Hospitals	Industry_Internet	Industry_Real Estate	Industry_Security Services	Sector_Aerospace & Defense	Sector_Business Services	Sector_Finance	Sector_Health Care	Sector_Information Technology	Sector_Oil, Gas, Energy & Utilities	Sector_Real Estate	Revenue_$1 to $2 billion (USD)	Revenue_$100 to $500 million (USD)	Revenue_$2 to $5 billion (USD)	Revenue_$25 to $50 million (USD)	Revenue_$50 to $100 million (USD)	Revenue_$500 million to $1 billion (USD)	Revenue_Unknown / Non-Applicable	job_state_CA	job_state_FL	job_state_MD	job_state_NM	job_state_NY	job_state_TX	job_state_WA	level_higher	level_other	level_senior	title_DS	title_mle	title_other
0	0	3.8	72.0	0	47.0	1	1	0	0	0	1	1	2555	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0
1	1	3.4	87.5	0	36.0	1	0	0	0	0	0	0	4828	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0
2	2	4.8	85.0	1	10.0	1	1	1	0	1	1	0	3495	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0
3	3	3.8	76.5	1	55.0	1	0	0	0	0	0	0	3926	3	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	1	0
4	4	2.9	114.5	1	22.0	1	1	0	0	1	1	0	2748	3	0	0	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	1	0	0
5	5	3.4	95.0	1	20.0	1	0	0	1	1	1	0	3783	3	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0
6	6	4.1	73.5	1	12.0	0	0	0	0	0	1	0	1808	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	1	1	0	0
7	7	3.8	114.0	0	15.0	1	0	1	1	1	1	0	3847	0	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0
8	8	3.3	61.0	1	6.0	0	0	0	0	0	0	0	1561	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	1
9	9	4.6	140.0	1	11.0	1	0	1	0	0	0	0	4609	2	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0

Last rows

	df_index	Rating	avg_salary	same_state	age	python	spark	aws	sql	excel	desc_len	comp	Size_1 to 50 employees	Size_10000+ employees	Size_1001 to 5000 employees	Size_201 to 500 employees	Size_5001 to 10000 employees	Size_501 to 1000 employees	Size_51 to 200 employees	Type of ownership_College / University	Type of ownership_Company - Private	Type of ownership_Company - Public	Type of ownership_Nonprofit Organization	Industry_Biotech & Pharmaceuticals	Industry_Colleges & Universities	Industry_Computer Hardware & Software	Industry_Federal Agencies	Industry_Insurance Carriers	Industry_Internet	Industry_K-12 Education	Industry_Staffing & Outsourcing	Sector_Biotech & Pharmaceuticals	Sector_Business Services	Sector_Education	Sector_Government	Sector_Information Technology	Sector_Insurance	Revenue_$10+ billion (USD)	Revenue_$100 to $500 million (USD)	Revenue_$2 to $5 billion (USD)	Revenue_$5 to $10 million (USD)	Revenue_$50 to $100 million (USD)	Revenue_Unknown / Non-Applicable	job_state_CA	job_state_MA	job_state_OH	job_state_PA	job_state_TN	level_higher	level_senior	title_A	title_DE	title_DS	title_mle	title_other
731	732	4.1	111.0	1	13.00000	1	0	1	0	1	3526	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0
732	733	3.9	138.5	1	12.00000	1	0	0	1	0	5777	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	1	1	0	0	0	0
733	734	3.6	68.5	0	169.00000	0	0	0	0	1	5071	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0
734	735	3.9	87.5	1	9.00000	1	0	1	1	1	3849	2	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0
735	736	3.6	111.5	0	3.00000	0	0	0	0	0	5064	3	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0
736	737	3.9	84.5	0	190.00000	0	0	1	0	0	6219	3	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1
737	738	4.4	102.5	0	14.00000	1	1	1	1	0	6167	3	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	1	0	0	0
738	739	2.6	73.5	1	36.00000	0	0	0	0	1	3107	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	1	0
739	740	3.2	127.5	0	46.65587	0	0	0	0	1	1678	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	0
740	741	3.6	93.5	0	53.00000	1	0	0	0	0	3710	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows